=== Run information === Evaluator: weka.attributeSelection.InfoGainAttributeEval Search: weka.attributeSelection.Ranker -T -1.7976931348623157E308 -N -1 Relation: PlacedQuestionMarkCleanedChemicalSHAtmo2-weka.filters.unsupervised.attribute.Remove-R1-2 Instances: 232 Attributes: 54 ALevelAllHallway ALevelDiningroom ALevelKitchen ALevelLivingroom ALevelMainEntry ALevelMasterBathroom ALevelMasterBedroom ALevelMasterOffice ALevelOtherBathroom ALevelOtherBedroom ALevelOtherOffice ALevelUtility HLabelBathe HLabelBed_Toilet_Transition HLabelCook HLabelEat HLabelEnter_Home HLabelLeave_Home HLabelPersonal_Hygiene HLabelRelax HLabelSleep HLabelTake_Medicine HLabelWash_Dishes HLabelWork HTBathroomATemperature HTBathroomAWindowA HTBathroomBTemperature HTBedroomAWindowA HTBedroomAWindowB HTDoorB HTDoorC HTDoorD HTDoorE HTDoorF HTKitchenATemperature HTKitchenAWindowA HTMainDoor HTOfficeAWindowA HTRelayA HTRelayB HTRelayC HTRelayD WDWBathroomAWindowA WDWBedroomAWindowA WDWBedroomAWindowB WDWDoorB WDWDoorC WDWDoorD WDWDoorE WDWDoorF WDWKitchenAWindowA WDWMainDoor WDWOfficeAWindowA In_m59_ppb Evaluation mode: evaluate on all training data === Attribute Selection on all input data === Search Method: Attribute ranking. Attribute Evaluator (supervised, Class (nominal): 54 In_m59_ppb): Information Gain Ranking Filter Ranked attributes: 0.971161 31 HTDoorC 0.891754 33 HTDoorE 0.881866 25 HTBathroomATemperature 0.876132 30 HTDoorB 0.844959 27 HTBathroomBTemperature 0.80075 35 HTKitchenATemperature 0.799764 26 HTBathroomAWindowA 0.781692 42 HTRelayD 0.77855 32 HTDoorD 0.777442 37 HTMainDoor 0.748882 36 HTKitchenAWindowA 0.744068 40 HTRelayB 0.722126 34 HTDoorF 0.717224 39 HTRelayA 0.714335 28 HTBedroomAWindowA 0.687053 41 HTRelayC 0.533625 29 HTBedroomAWindowB 0.377603 38 HTOfficeAWindowA 0.002289 4 ALevelLivingroom 0.000809 8 ALevelMasterOffice 0.000429 17 HLabelEnter_Home 0.00016 16 HLabelEat 0.000107 13 HLabelBathe 0 14 HLabelBed_Toilet_Transition 0 6 ALevelMasterBathroom 0 15 HLabelCook 0 5 ALevelMainEntry 0 12 ALevelUtility 0 2 ALevelDiningroom 0 3 ALevelKitchen 0 11 ALevelOtherOffice 0 7 ALevelMasterBedroom 0 18 HLabelLeave_Home 0 9 ALevelOtherBathroom 0 10 ALevelOtherBedroom 0 53 WDWOfficeAWindowA 0 19 HLabelPersonal_Hygiene 0 45 WDWBedroomAWindowB 0 47 WDWDoorC 0 48 WDWDoorD 0 49 WDWDoorE 0 50 WDWDoorF 0 51 WDWKitchenAWindowA 0 46 WDWDoorB 0 44 WDWBedroomAWindowA 0 20 HLabelRelax 0 43 WDWBathroomAWindowA 0 21 HLabelSleep 0 22 HLabelTake_Medicine 0 23 HLabelWash_Dishes 0 24 HLabelWork 0 52 WDWMainDoor 0 1 ALevelAllHallway Selected attributes: 31,33,25,30,27,35,26,42,32,37,36,40,34,39,28,41,29,38,4,8,17,16,13,14,6,15,5,12,2,3,11,7,18,9,10,53,19,45,47,48,49,50,51,46,44,20,43,21,22,23,24,52,1 : 53